Having biology degrees doesn't make you understand every detail of human body. There are many, many drugs that are known to work (by double blind testing) but we don't know exactly how.

The details of how penicillin kills bacteria were discovered in 2000s. Only about half a century of after its commercial production. And I'm quite sure we'll still see some more missing puzzle pieces in the future.